{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1cafbfb1-623d-4c41-925e-298c1492f343",
   "metadata": {},
   "source": [
    "小提琴图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b1b42ef8-919f-4e33-af99-94d4e7c69d5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 显示中文\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 坐标轴正常显示\n",
    "# 示例数据\n",
    "np.random.seed(10)\n",
    "data = [np.random.normal(0, 1, 100),  # 类别1的数据\n",
    "        np.random.normal(2, 0.5, 100), # 类别2的数据\n",
    "        np.random.normal(-1, 1.5, 100)] # 类别3的数据\n",
    "\n",
    "# 设置绘图样式（这里使用matplotlib的默认样式，或者你可以选择其他内置样式）\n",
    "with plt.style.context('default'):  # 'seaborn-darkgrid', 'ggplot', 'fivethirtyeight', 'dark_background', 'bmh' 等也是可选的\n",
    "    # 创建一个图形窗口，设置大小和分辨率\n",
    "    plt.figure(figsize=(10, 6), dpi=100)\n",
    "\n",
    "    # 绘制小提琴图\n",
    "    bplot = plt.violinplot(data,\n",
    "                           showmeans=False,  # 不显示均值\n",
    "                           showmedians=True) # 显示中位数\n",
    "\n",
    "    # 显示图形\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "800de0fd-d9de-42e1-a3d4-9f344a878d9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 显示中文\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 坐标轴正常显示\n",
    "# 示例数据\n",
    "np.random.seed(10)\n",
    "data =np.random.normal(0, 1, 100)\n",
    "\n",
    "# 设置绘图样式（这里使用matplotlib的默认样式，或者你可以选择其他内置样式）\n",
    "with plt.style.context('default'):  # 'seaborn-darkgrid', 'ggplot', 'fivethirtyeight', 'dark_background', 'bmh' 等也是可选的\n",
    "    # 创建一个图形窗口，设置大小和分辨率\n",
    "    plt.figure(figsize=(10, 6), dpi=100)\n",
    "\n",
    "    # 绘制小提琴图\n",
    "    bplot = plt.violinplot(data,\n",
    "                           showmeans=False,  # 不显示均值\n",
    "                           showmedians=True) # 显示中位数\n",
    "\n",
    "    # 显示图形\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35d610b9-d0fa-4816-8b38-e6cb16ffd41f",
   "metadata": {},
   "source": [
    "直方图图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e11eeab5-5874-4ffd-960b-20e2f77412b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotx\n",
    "\n",
    "# 生成随机数据，使用正态分布作为示例数据\n",
    "data = np.random.normal(0,1,10000) # 均值为0，标准差为1的正态分布\n",
    "with plt.style.context(matplotx.styles.pitaya_smoothie['light']):\n",
    "    # 创建一个图形窗口，设置大小和分辨率\n",
    "    plt.figure(figsize=(10,6),dpi=100)\n",
    "    # 绘制直方图\n",
    "    plt.hist(data,bins=20,color='skyblue',edgecolor='black')\n",
    "    # 添加标题和标签\n",
    "    plt.title('histogram example')\n",
    "    plt.xlabel('value')\n",
    "    plt.ylabel('frequency')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "939ad9f1-05c1-4327-b50f-e4f8748a763a",
   "metadata": {},
   "source": [
    "雷达图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1c17f8c6-6fe3-45ec-b530-3815db251ca8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotx\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 显示中文\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 坐标轴正常显示\n",
    "\n",
    "types = ['A','B','C','D','E']\n",
    "actual = [41,57,34,53,60,40]\n",
    "expected = [40,49,20,54,65,40]\n",
    "\n",
    "with plt.style.context('default'):\n",
    "    plt.figure(figsize=(10,6),dpi=100)\n",
    "    plt.subplot(polar = True)\n",
    "    \n",
    "    theta = np.linspace(0,2*np.pi,len(actual))\n",
    "    \n",
    "    lines,labels = plt.thetagrids(range(0,360,int(360/len(types))),(types))\n",
    "    \n",
    "    plt.plot(theta,actual,color = 'r')  # 折线\n",
    "    plt.plot(theta,expected,color='b')  # 折线\n",
    "    plt.legend(labels = ('员工1','员工2'),bbox_to_anchor=(1,0.2,0.2,0.8),fontsize=15)\n",
    "    \n",
    "    plt.title('标题',fontsize=20)\n",
    "    plt.tick_params(labelsize=20)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "a665759a-6821-4075-b915-b5a8a3e07cfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotx\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 显示中文\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 坐标轴正常显示\n",
    "\n",
    "types = ['A','B','C','D','E']\n",
    "actual = [41,57,34,53,60,40]\n",
    "expected = [40,49,20,54,65,40]\n",
    "\n",
    "with plt.style.context('default'):\n",
    "    plt.figure(figsize=(10,6),dpi=100)\n",
    "    plt.subplot(polar = True)\n",
    "    \n",
    "    theta = np.linspace(0,2*np.pi,len(actual))\n",
    "    \n",
    "    lines,labels = plt.thetagrids(range(0,360,int(360/len(types))),(types))\n",
    "    \n",
    "    plt.plot(theta,actual,color = 'r')  # 折线\n",
    "    plt.fill(theta,actual,'b',alpha = 0.1)\n",
    "    plt.plot(theta,expected,color='b')  # 折线\n",
    "    plt.fill(theta,expected,'r',alpha = 0.1)\n",
    "    \n",
    "    plt.legend(labels = ('员工1','员工2'),bbox_to_anchor=(1,0.2,0.2,0.8),fontsize=15)\n",
    "    \n",
    "    plt.title('标题',fontsize=20)\n",
    "    plt.tick_params(labelsize=20)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
